Abstract
We present a simple method to decompose the Green forms corresponding to a large class of interesting symmetric Dirichlet forms into integrals over symmetric positive semi-definite and finite range (properly supported) forms that are smoother than the original Green form. This result gives rise to multiscale decompositions of the associated Gaussian free fields into sums of independent smoother Gaussian fields with spatially localized correlations. Our method makes use of the finite propagation speed of the wave equation and Chebyshev polynomials. It improves several existing results and also gives simpler proofs.
Original language | English (US) |
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Pages (from-to) | 817-845 |
Number of pages | 29 |
Journal | Probability Theory and Related Fields |
Volume | 157 |
Issue number | 3-4 |
DOIs | |
State | Published - Dec 2013 |
Keywords
- Dirichlet form
- Elliptic operator
- Gaussian free field
- Green's function
- Positive definite
- Renormalization group
ASJC Scopus subject areas
- Analysis
- Statistics and Probability
- Statistics, Probability and Uncertainty